{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "could not convert string to float: \"656.697435897\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-17419e2c643c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ml\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m     \u001b[0mpid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\",\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m     \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m     \u001b[0mpoints\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPoint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: could not convert string to float: \"656.697435897\""
     ]
    }
   ],
   "source": [
    "from shapeanalyzer.utilities import TinyQueue\n",
    "from shapeanalyzer.skeletons import StraightSkeleton\n",
    "from shapeanalyzer.shapes import *\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import numpy as np\n",
    "plt.axis(\"equal\")\n",
    "fig_size = [10,10]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "fp = open(\"data/poly.csv\")\n",
    "lines = fp.readlines()\n",
    "fp.close()\n",
    "del lines[0]\n",
    "data = []\n",
    "points =[]\n",
    "for l in lines:\n",
    "    pid, x, y = l.strip().split(\",\")\n",
    "    data.append([float(x), float(y)])\n",
    "    points.append(Point(x,y))\n",
    "    \n",
    "data = np.asarray(data)\n",
    "poly = Polygon(points)\n",
    "ssk = StraightSkeleton(poly)\n",
    "skes = ssk.skeleton()\n",
    "#print skes\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "        \n",
    "plt.axes()\n",
    "poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "plt.gca().add_patch(poly)\n",
    "#plt.plot(data[:,0],-data[:,1])\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reflex\n",
      "reflex\n",
      "15\n"
     ]
    },
    {
     "data": {
      "image/png": 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jJf37QziSdaOV/ft1MGLhQh2cKMdUrkgldkWqQgX97zR9ekiypcPt9gWtdlSwSEjQQHp2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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104e77c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data =np.array([[40, 50],\n",
    "       [40, 520],\n",
    "       [625,425],\n",
    "       [500,325],\n",
    "       [635,250],\n",
    "       [635,10],\n",
    "       [250,40],\n",
    "       [200,200],\n",
    "       [100,50]])\n",
    "data[:,1] = data[:,1] *-1 + 600\n",
    "points = []\n",
    "for d in data:\n",
    "    points.append(Point(d[0], d[1]))\n",
    "poly = Polygon(points)\n",
    "ssk = StraightSkeleton(poly)\n",
    "skes = ssk.skeleton()\n",
    "#print skes\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "        \n",
    "plt.axes()\n",
    "poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "plt.gca().add_patch(poly)\n",
    "#plt.plot(data[:,0],-data[:,1])\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    },
    {
     "data": {
      "image/png": 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HUPVSliNTL0n6dEScJ+lCSZ+wfZ6kz0vaFhFrJW1Lt9FFhBQAZEdQ9c7QmIqI/RHx8/T+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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106188610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pts = [Point(10, 10), Point(70, 10), Point(70, 40), Point(10, 40)]\n",
    "polygon = Polygon(pts)\n",
    "ssk = StraightSkeleton(polygon)\n",
    "skes = ssk.skeleton()\n",
    "\n",
    "data = [pt.coords() for pt in pts]\n",
    "plt.axes()\n",
    "poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "plt.gca().add_patch(poly)\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reflex\n",
      "13\n"
     ]
    },
    {
     "data": {
      "image/png": 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tfAfj58Tw4cNdegG8FFn5eeABeO45Y11WMYukd999lxMnThAVFWXbbMLpJSQk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\n6PRllF4wtAQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104e624d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pts = [Point(30, 20), Point(30, 120), Point(53, 88), Point(90, 117), Point(122, 56),Point(160, 140),Point(178, 93), Point(160, 20)]\n",
    "#pts = [Point(30, 20), Point(38, 120), Point(53, 88), Point(90, 117), Point(160, 140),Point(178, 93), Point(160, 20)]\n",
    "\n",
    "polygon = Polygon(pts)\n",
    "ssk = StraightSkeleton(polygon)\n",
    "skes = ssk.skeleton()\n",
    "\n",
    "data = [pt.coords() for pt in pts]\n",
    "plt.axes()\n",
    "poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "plt.gca().add_patch(poly)\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reflex\n",
      "reflex\n",
      "15\n"
     ]
    },
    {
     "data": {
      "image/png": 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Af8qGLBUaZOJE4P77ZYjj77+rjoboRpcuAR06AL/9JrtiH3lEdURkAkyyzEjT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10656ee50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data =np.array([[40, 50],\n",
    "       [40, 520],\n",
    "       [625,425],\n",
    "       [500,325],\n",
    "       [635,250],\n",
    "       [635,10],\n",
    "       [250,40],\n",
    "       [200,200],\n",
    "       [100,50]])\n",
    "data[:,1] = data[:,1] *-1 + 600\n",
    "points = []\n",
    "for d in data:\n",
    "    points.append(Point(d[0], d[1]))\n",
    "inters = [[Point(170, 300), Point(300,400), Point(400, 287), Point(312, 210),Point(180,250)]]\n",
    "poly = Polygon(points, inters=inters)\n",
    "ssk = StraightSkeleton(poly)\n",
    "skes = ssk.skeleton()\n",
    "#print skes\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "def plot_polygon(poly):\n",
    "    data = []\n",
    "    for pt in poly.points:\n",
    "        data.append([pt.x, pt.y])\n",
    "    oring = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "    plt.gca().add_patch(oring)\n",
    "    for r in poly.inters:\n",
    "        data = []\n",
    "        for pt in r:\n",
    "            data.append([pt.x, pt.y])\n",
    "        iring = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "        plt.gca().add_patch(iring)\n",
    "        \n",
    "plt.axes()\n",
    "#poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "#plt.gca().add_patch(poly)\n",
    "#plt.plot(data[:,0],-data[:,1])\n",
    "plot_polygon(poly)\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "215\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "214\n"
     ]
    },
    {
     "data": {
      "image/png": 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B9NRRo8JOdGBvvAErVsCDD0Lu3GGnObC1a6FM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\nk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bsTOdfx4/DMM/D44zBrllW+sUnO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apEdHQ0SZMmpWjRoqxdu9bqkURERERERERERETcghv+a7SIiIhI4pUnTx62bNnC+fPnqVat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3zxxRfp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\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Rrl1QBF62LP0KwAcOwKhRQcFt3Tq48EJ45BE477z02e/3XHVV8PnfsOGUirM5SqtWQdF4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\njocfhvR0GDUq94rGAOXLw0svwT33wHPPQdOm0ZLwgdqzB84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MHjyYzMzMsCNF/bZoPGcO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\nG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      "text/plain": [
       "<matplotlib.figure.Figure at 0x104db5050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import csv\n",
    "fig_size = [50,50]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "vertices = set()\n",
    "edges = []\n",
    "\n",
    "data = []\n",
    "points = []\n",
    "with open(\"data/hanshui.csv\") as ifile:\n",
    "    reader = csv.DictReader(ifile)\n",
    "    for row in reader:\n",
    "        #print float(row[\"x\"])*100, \",\",float(row[\"y\"])*100\n",
    "        data.append([float(row[\"x\"]), float(row[\"y\"])])\n",
    "        points.append(Point(row[\"x\"], row[\"y\"]))\n",
    "data = np.asarray(data)\n",
    "del points[len(points)-1]\n",
    "polygon = Polygon(points)\n",
    "print len(polygon.points) * 2 -3\n",
    "plt.axes()\n",
    "plot_polygon(polygon)\n",
    "ssk = StraightSkeleton(polygon)\n",
    "skes = ssk.skeleton()\n",
    "for sk in skes:\n",
    "    vertices.add(sk[0])\n",
    "    vertices.add(sk[1])\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-r\")\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "105\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "reflex\n",
      "103\n"
     ]
    },
    {
     "data": {
      "image/png": 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V96/82teSf/7ntgkIldbQkOzaVR633Rls2ZJMn54ce2z5AxB0WnV1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4+UFMDBQUwB13mNXPN90EO3bYTiYWHTlyhD59+pCSkkKLFi1sxxERERGpVCpjRUTktPz8/Khf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B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\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cbtuJAAC+5OxZszb2nntsJ4Gv2b1bevttqUwZqUkTacsW85zkzz+lxYulhg0ZxKYni68t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\nlZ2q6mbNmpWJEydaUQwAAADUHGUsAFBTSi9jK5WijPvoR5PjjkueeSa57LJ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x106857b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import csv\n",
    "fig_size = [50,50]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "vertices = set()\n",
    "edges = []\n",
    "\n",
    "data = []\n",
    "points = []\n",
    "with open(\"data/poly.csv\") as ifile:\n",
    "    reader = csv.DictReader(ifile)\n",
    "    for row in reader:\n",
    "        #print float(row[\"x\"])*100, \",\",float(row[\"y\"])*100\n",
    "        data.append([float(row[\"x\"]), float(row[\"y\"])])\n",
    "        points.append(Point(row[\"x\"], row[\"y\"]))\n",
    "data = np.asarray(data)\n",
    "del points[len(points)-1]\n",
    "polygon = Polygon(points)\n",
    "print len(polygon.points) * 2 -3\n",
    "plt.axes()\n",
    "plot_polygon(polygon)\n",
    "ssk = StraightSkeleton(polygon)\n",
    "skes = ssk.skeleton()\n",
    "for sk in skes:\n",
    "    vertices.add(sk[0])\n",
    "    vertices.add(sk[1])\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-r\")\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13\n"
     ]
    },
    {
     "data": {
      "image/png": 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+9rYnkIbLMGiEcdBFBsJwvf3t8JrXQMTKl2/fPt95pCExDBpjHHSVgTA8S2HwYz8GX/jC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\nJKnGOJAkSTX/H4wno9C2KuTXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104db50d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_size = [10,10]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "pts = [Point(30, 20), Point(30, 80), Point(50, 80), Point(50, 100), Point(65, 100), Point(65, 80), Point(100, 80), Point(100, 20)]\n",
    "polygon = Polygon(pts)\n",
    "ssk = StraightSkeleton(polygon)\n",
    "skes = ssk.skeleton()\n",
    "\n",
    "data = [pt.coords() for pt in pts]\n",
    "plt.axes()\n",
    "poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "plt.gca().add_patch(poly)\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reflex\n",
      "14\n"
     ]
    },
    {
     "data": {
      "image/png": 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Nv+3kppM1AsFwdAjPBKSIXvLx6acit90m/+4Uct99eqo5f3nnzubNOmVdp47u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\nWKUKMH06EBlpuqLQK1BAF+gULKgLdI4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gvUgHW7duHZo1a4atW7eiUKZ9dSkw7Dl6SFiM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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10625d110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_size = [10,10]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "pts = [Point(10, 55), Point(30, 55), Point(35, 75), Point(40, 55), Point(60, 55), \n",
    "       Point(45, 41), Point(60, 10), Point(35, 30), Point(10, 10), Point(25, 40)]\n",
    "polygon = Polygon(pts)\n",
    "ssk = StraightSkeleton(polygon)\n",
    "skes = ssk.skeleton()\n",
    "\n",
    "data = [pt.coords() for pt in pts]\n",
    "plt.axes()\n",
    "poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "plt.gca().add_patch(poly)\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n"
     ]
    },
    {
     "data": {
      "image/png": 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7cu7cbELf/GZy4kTygz8opIBpuf765Od+LvmTP0n+23+bfeadOzf7DBRUsBPV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\nOcO9FlIPFgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10aee7690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_size = [10,10]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "pts = [Point(10, 15), Point(60, 15), Point(60, 35), Point(90, 35), Point(90, 75), \n",
    "       Point(10, 75)]\n",
    "polygon = Polygon(pts)\n",
    "ssk = StraightSkeleton(polygon)\n",
    "skes = ssk.skeleton()\n",
    "\n",
    "data = [pt.coords() for pt in pts]\n",
    "plt.axes()\n",
    "poly = plt.Polygon(data,fill=None,edgecolor=\"k\",closed=True)\n",
    "plt.gca().add_patch(poly)\n",
    "for sk in skes:\n",
    "    plt.plot([sk[0].x, sk[1].x],[sk[0].y, sk[1].y],\"-ro\")\n",
    "plt.axis('scaled')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
